{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型正则化 Regularization"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 岭回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "x = np.random.uniform(-3.0, 3.0, size=100)\n",
    "X = x.reshape(-1, 1)\n",
    "y = 0.5 * x + 3 + np.random.normal(0, 1, size=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "def PolynomialRegression(degree):\n",
    "    return Pipeline([\n",
    "        ('Poly', PolynomialFeatures(degree=degree)),\n",
    "        ('StandardScaler', StandardScaler()),\n",
    "        ('lin_reg', LinearRegression())\n",
    "        ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=666)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "180.05936423695601"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "\n",
    "poly_reg = PolynomialRegression(degree=20)\n",
    "poly_reg.fit(X_train, y_train)\n",
    "\n",
    "y_poly_predict = poly_reg.predict(X_test)\n",
    "mean_squared_error(y_test, y_poly_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_model(model):\n",
    "    X_plot = np.linspace(-3, 3, 100).reshape(100, 1)\n",
    "    y_plot = model.predict(X_plot)\n",
    "\n",
    "\n",
    "    plt.scatter(x, y)\n",
    "    plt.plot(X_plot[:,0], y_plot, color='r')\n",
    "    plt.axis([-3, 3, 0, 6])\n",
    "    plt.show()\n",
    "    \n",
    "plot_model(poly_reg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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